nba_shots

Dataset statistics

Number of variables	26
Number of observations	2401273
Missing cells	58
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	476.3 MiB
Average record size in memory	208.0 B

Variable types

CAT	12
NUM	12
BOOL	2

Reproduction

Analysis started	2021-09-14 01:08:08.053294
Analysis finished	2021-09-14 01:13:26.483894
Duration	5 minutes and 18.43 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`GRID_TYPE` has constant value "Shot Chart Detail"	Constant
`SHOT_ATTEMPTED_FLAG` has constant value "1"	Constant
`PLAYER_NAME` has a high cardinality: 1437 distinct values	High cardinality
`ACTION_TYPE` has a high cardinality: 65 distinct values	High cardinality
`PERIOD` is highly correlated with `GAME_EVENT_ID`	High correlation
`GAME_EVENT_ID` is highly correlated with `PERIOD`	High correlation
`GAME_DATE` is highly correlated with `GAME_ID`	High correlation
`GAME_ID` is highly correlated with `GAME_DATE`	High correlation
`SHOT_ZONE_BASIC` is highly correlated with `SHOT_TYPE`	High correlation
`SHOT_TYPE` is highly correlated with `SHOT_ZONE_BASIC` and 1 other fields	High correlation
`SHOT_ZONE_RANGE` is highly correlated with `SHOT_TYPE`	High correlation
`MINUTES_REMAINING` has 244457 (10.2%) zeros	Zeros
`SECONDS_REMAINING` has 66705 (2.8%) zeros	Zeros
`SHOT_DISTANCE` has 256926 (10.7%) zeros	Zeros
`LOC_X` has 153237 (6.4%) zeros	Zeros
`LOC_Y` has 109140 (4.5%) zeros	Zeros

df_index
Real number (ℝ_≥0)

Distinct count	219458
Unique (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	100563.7943903088
Minimum	0
Maximum	219457
Zeros	12
Zeros (%)	< 0.1%
Memory size	18.3 MiB

Quantile statistics

Minimum	0
5-th percentile	10005
Q1	50026
median	100053
Q3	150079
95-th percentile	193433
Maximum	219457
Range	219457
Interquartile range (IQR)	100053

Descriptive statistics

Standard deviation	58581.99766
Coefficient of variation (CV)	0.5825356732
Kurtosis	-1.154057161
Mean	100563.7944
Median Absolute Deviation (MAD)	50027
Skewness	0.04093024395
Sum	2.414811242e+11
Variance	3431850450

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2047	12	< 0.1%
121642	12	< 0.1%
117544	12	< 0.1%
111399	12	< 0.1%
113446	12	< 0.1%
107301	12	< 0.1%
109348	12	< 0.1%
103203	12	< 0.1%
105250	12	< 0.1%
99105	12	< 0.1%
Other values (219448)	2401153	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12	< 0.1%
1	12	< 0.1%
2	12	< 0.1%
3	12	< 0.1%
4	12	< 0.1%

Value	Count	Frequency (%)
219457	1	< 0.1%
219456	1	< 0.1%
219455	1	< 0.1%
219454	1	< 0.1%
219453	1	< 0.1%

GRID_TYPE
Categorical

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.3 MiB

Shot Chart Detail	2401273

Common Values
Length

Value	Count	Frequency (%)
Shot Chart Detail	2401273	100.0%

Length

Max length	17
Median length	17
Mean length	17
Min length	17

GAME_ID
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	14198
Unique (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	21456085.03299375
Minimum	20900001
Maximum	22001080
Zeros	0
Zeros (%)	0.0%
Memory size	18.3 MiB

Quantile statistics

Minimum	20900001
5-th percentile	20900736
Q1	21200235
median	21500163
Q3	21701221
95-th percentile	22000401
Maximum	22001080
Range	1101079
Interquartile range (IQR)	500986

Descriptive statistics

Standard deviation	341374.9769
Coefficient of variation (CV)	0.0159104038
Kurtosis	-1.180033895
Mean	21456085.03
Median Absolute Deviation (MAD)	299876
Skewness	-0.04883585296
Sum	5.152191768e+13
Variance	1.165368749e+11

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
21600711	247	< 0.1%
21500391	244	< 0.1%
21800928	242	< 0.1%
21401022	236	< 0.1%
21801145	234	< 0.1%
21401184	234	< 0.1%
21800853	233	< 0.1%
21100722	233	< 0.1%
21800920	230	< 0.1%
21800480	226	< 0.1%
Other values (14188)	2398914	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20900001	142	< 0.1%
20900002	160	< 0.1%
20900003	158	< 0.1%
20900004	172	< 0.1%
20900005	160	< 0.1%

Value	Count	Frequency (%)
22001080	185	< 0.1%
22001079	192	< 0.1%
22001078	202	< 0.1%
22001077	176	< 0.1%
22001076	185	< 0.1%

GAME_EVENT_ID
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	900
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	276.1711517182761
Minimum	1
Maximum	1012
Zeros	0
Zeros (%)	0.0%
Memory size	18.3 MiB

Quantile statistics

Minimum	1
5-th percentile	22
Q1	126
median	270
Q3	413
95-th percentile	570
Maximum	1012
Range	1011
Interquartile range (IQR)	287

Descriptive statistics

Standard deviation	174.292407
Coefficient of variation (CV)	0.631102872
Kurtosis	-0.8910411342
Mean	276.1711517
Median Absolute Deviation (MAD)	144
Skewness	0.2392967739
Sum	663162330
Variance	30377.84314

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	8020	0.3%
9	7239	0.3%
2	7118	0.3%
11	6561	0.3%
13	6249	0.3%
15	6057	0.3%
17	6004	0.3%
16	5962	0.2%
19	5956	0.2%
14	5954	0.2%
Other values (890)	2336153	97.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	8	< 0.1%
2	7118	0.3%
3	4081	0.2%
4	5132	0.2%
5	4608	0.2%

Value	Count	Frequency (%)
1012	1	< 0.1%
986	1	< 0.1%
984	1	< 0.1%
982	1	< 0.1%
980	1	< 0.1%

PLAYER_ID
Real number (ℝ_≥0)

Distinct count	1441
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	385108.771863091
Minimum	255
Maximum	1630466
Zeros	0
Zeros (%)	0.0%
Memory size	18.3 MiB

Quantile statistics

Minimum	255
5-th percentile	1938
Q1	101181
median	201967
Q3	203487
95-th percentile	1628470
Maximum	1630466
Range	1630211
Interquartile range (IQR)	102306

Descriptive statistics

Standard deviation	547242.1731
Coefficient of variation (CV)	1.421006773
Kurtosis	1.306065482
Mean	385108.7719
Median Absolute Deviation (MAD)	1525
Skewness	1.773765552
Sum	9.247512959e+11
Variance	2.99473996e+11

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
201566	16676	0.7%
2544	15727	0.7%
201935	14657	0.6%
201942	13813	0.6%
201142	13706	0.6%
200746	13532	0.6%
2546	13512	0.6%
201939	13293	0.6%
203081	12544	0.5%
202689	11527	0.5%
Other values (1431)	2262286	94.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
255	2077	0.1%
283	30	< 0.1%
406	664	< 0.1%
436	574	< 0.1%
467	1949	0.1%

Value	Count	Frequency (%)
1630466	67	< 0.1%
1630273	84	< 0.1%
1630271	108	< 0.1%
1630268	7	< 0.1%
1630267	315	< 0.1%

PLAYER_NAME
Categorical

HIGH CARDINALITY

Distinct count	1437
Unique (%)	0.1%
Missing	58
Missing (%)	< 0.1%
Memory size	18.3 MiB

Russell Westbrook	16676
LeBron James	15727
James Harden	14657
DeMar DeRozan	13813
Kevin Durant	13706
Other values (1432)	2326636

Common Values
Length

Value	Count	Frequency (%)
Russell Westbrook	16676	0.7%
LeBron James	15727	0.7%
James Harden	14657	0.6%
DeMar DeRozan	13813	0.6%
Kevin Durant	13706	0.6%
LaMarcus Aldridge	13532	0.6%
Carmelo Anthony	13512	0.6%
Stephen Curry	13293	0.6%
Damian Lillard	12544	0.5%
Kemba Walker	11527	0.5%
Other values (1427)	2262228	94.2%

Length

Max length	24
Median length	13
Mean length	12.84705154
Min length	3

TEAM_ID
Real number (ℝ_≥0)

Distinct count	30
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1610612751.4979606
Minimum	1610612737
Maximum	1610612766
Zeros	0
Zeros (%)	0.0%
Memory size	18.3 MiB

Quantile statistics

Minimum	1610612737
5-th percentile	1610612738
Q1	1610612744
median	1610612752
Q3	1610612759
95-th percentile	1610612765
Maximum	1610612766
Range	29
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.643051807
Coefficient of variation (CV)	5.366312789e-09
Kurtosis	-1.201686809
Mean	1610612751
Median Absolute Deviation (MAD)	7
Skewness	-0.0003723065345
Sum	3.867520914e+15
Variance	74.70234453

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1610612743	81459	3.4%
1610612757	81320	3.4%
1610612744	81277	3.4%
1610612756	81237	3.4%
1610612758	81125	3.4%
1610612764	81112	3.4%
1610612747	80800	3.4%
1610612749	80786	3.4%
1610612755	80682	3.4%
1610612750	80608	3.4%
Other values (20)	1590867	66.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1610612737	79325	3.3%
1610612738	79683	3.3%
1610612739	78853	3.3%
1610612740	80478	3.4%
1610612741	79884	3.3%

Value	Count	Frequency (%)
1610612766	78567	3.3%
1610612765	79825	3.3%
1610612764	81112	3.4%
1610612763	79925	3.3%
1610612762	78008	3.2%

TEAM_NAME
Categorical

Distinct count	34
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.3 MiB

Denver Nuggets	81459
Portland Trail Blazers	81320
Golden State Warriors	81277
Phoenix Suns	81237
Sacramento Kings	81125
Other values (29)	1994855

Common Values
Length

Value	Count	Frequency (%)
Denver Nuggets	81459	3.4%
Portland Trail Blazers	81320	3.4%
Golden State Warriors	81277	3.4%
Phoenix Suns	81237	3.4%
Sacramento Kings	81125	3.4%
Washington Wizards	81112	3.4%
Los Angeles Lakers	80800	3.4%
Milwaukee Bucks	80786	3.4%
Philadelphia 76ers	80682	3.4%
Minnesota Timberwolves	80608	3.4%
Other values (24)	1590867	66.3%

Length

Max length	22
Median length	15
Mean length	15.93987189
Min length	9

PERIOD
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	8
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.48166743223282
Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	18.3 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	8
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.137764367
Coefficient of variation (CV)	0.4584677027
Kurtosis	-1.207269808
Mean	2.481667432
Median Absolute Deviation (MAD)	1
Skewness	0.09535472525
Sum	5959161
Variance	1.294507754

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	625023	26.0%
2	600876	25.0%
3	588821	24.5%
4	569733	23.7%
5	14444	0.6%
6	1934	0.1%
7	369	< 0.1%
8	73	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	625023	26.0%
2	600876	25.0%
3	588821	24.5%
4	569733	23.7%
5	14444	0.6%

Value	Count	Frequency (%)
8	73	< 0.1%
7	369	< 0.1%
6	1934	0.1%
5	14444	0.6%
4	569733	23.7%

MINUTES_REMAINING
Real number (ℝ_≥0)

ZEROS

Distinct count	13
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.334222306251726
Minimum	0
Maximum	12
Zeros	244457
Zeros (%)	10.2%
Memory size	18.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	11
Maximum	12
Range	12
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.461527875
Coefficient of variation (CV)	0.6489283116
Kurtosis	-1.225869232
Mean	5.334222306
Median Absolute Deviation (MAD)	3
Skewness	0.01445043173
Sum	12808924
Variance	11.98217523

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	244457	10.2%
9	202877	8.4%
10	201443	8.4%
8	200908	8.4%
7	200559	8.4%
1	199902	8.3%
4	199057	8.3%
6	198941	8.3%
3	198473	8.3%
5	196369	8.2%
Other values (3)	358287	14.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	244457	10.2%
1	199902	8.3%
2	194535	8.1%
3	198473	8.3%
4	199057	8.3%

Value	Count	Frequency (%)
12	42	< 0.1%
11	163710	6.8%
10	201443	8.4%
9	202877	8.4%
8	200908	8.4%

SECONDS_REMAINING
Real number (ℝ_≥0)

ZEROS

Distinct count	60
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	28.780207414983636
Minimum	0
Maximum	59
Zeros	66705
Zeros (%)	2.8%
Memory size	18.3 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	14
median	29
Q3	44
95-th percentile	56
Maximum	59
Range	59
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	17.44793333
Coefficient of variation (CV)	0.6062476576
Kurtosis	-1.195070657
Mean	28.78020741
Median Absolute Deviation (MAD)	15
Skewness	0.008026500944
Sum	69109135
Variance	304.4303775

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	66705	2.8%
1	48899	2.0%
2	43816	1.8%
3	41861	1.7%
43	41378	1.7%
45	41219	1.7%
41	41187	1.7%
4	41122	1.7%
44	41072	1.7%
42	41004	1.7%
Other values (50)	1953010	81.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	66705	2.8%
1	48899	2.0%
2	43816	1.8%
3	41861	1.7%
4	41122	1.7%

Value	Count	Frequency (%)
59	36892	1.5%
58	36580	1.5%
57	36462	1.5%
56	37131	1.5%
55	36519	1.5%

EVENT_TYPE
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.3 MiB

Missed Shot	1304339
Made Shot	1096934

Common Values
Length

Value	Count	Frequency (%)
Missed Shot	1304339	54.3%
Made Shot	1096934	45.7%

Length

Max length	11
Median length	11
Mean length	10.08637294
Min length	9

ACTION_TYPE
Categorical

HIGH CARDINALITY

Distinct count	65
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.3 MiB

Jump Shot	1118449
Layup Shot	230297
Driving Layup Shot	168181
Pullup Jump shot	147516
Step Back Jump shot	51518
Other values (60)	685312

Common Values
Length

Value	Count	Frequency (%)
Jump Shot	1118449	46.6%
Layup Shot	230297	9.6%
Driving Layup Shot	168181	7.0%
Pullup Jump shot	147516	6.1%
Step Back Jump shot	51518	2.1%
Floating Jump shot	42782	1.8%
Hook Shot	39987	1.7%
Dunk Shot	37926	1.6%
Turnaround Jump Shot	37917	1.6%
Fadeaway Jump Shot	35635	1.5%
Other values (55)	491065	20.5%

Length

Max length	34
Median length	9
Mean length	12.96793867
Min length	7

SHOT_TYPE
Categorical

HIGH CORRELATION

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.3 MiB

2PT Field Goal	1696456
3PT Field Goal	704817

Common Values
Length

Value	Count	Frequency (%)
2PT Field Goal	1696456	70.6%
3PT Field Goal	704817	29.4%

Length

Max length	14
Median length	14
Mean length	14
Min length	14

SHOT_ZONE_BASIC
Categorical

HIGH CORRELATION

Distinct count	7
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.3 MiB

Restricted Area	772051
Mid-Range	560425
Above the Break 3	525668
In The Paint (Non-RA)	364243
Left Corner 3	90030
Other values (2)	88856

Common Values
Length

Value	Count	Frequency (%)
Restricted Area	772051	32.2%
Mid-Range	560425	23.3%
Above the Break 3	525668	21.9%
In The Paint (Non-RA)	364243	15.2%
Left Corner 3	90030	3.7%
Right Corner 3	83674	3.5%
Backcourt	5182	0.2%

Length

Max length	21
Median length	15
Mean length	14.8248504
Min length	9

SHOT_ZONE_AREA
Categorical

Distinct count	6
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.3 MiB

Center(C)	1323862
Right Side Center(RC)	286018
Left Side Center(LC)	283229
Left Side(L)	257697
Right Side(R)	244567

Common Values
Length

Value	Count	Frequency (%)
Center(C)	1323862	55.1%
Right Side Center(RC)	286018	11.9%
Left Side Center(LC)	283229	11.8%
Left Side(L)	257697	10.7%
Right Side(R)	244567	10.2%
Back Court(BC)	5900	0.2%

Length

Max length	21
Median length	9
Mean length	12.4684078
Min length	9

SHOT_ZONE_RANGE
Categorical

HIGH CORRELATION

Distinct count	5
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.3 MiB

Less Than 8 ft.	995653
24+ ft.	698654
16-24 ft.	368887
8-16 ft.	332179
Back Court Shot	5900

Common Values
Length

Value	Count	Frequency (%)
Less Than 8 ft.	995653	41.5%
24+ ft.	698654	29.1%
16-24 ft.	368887	15.4%
8-16 ft.	332179	13.8%
Back Court Shot	5900	0.2%

Length

Max length	15
Median length	9
Mean length	10.78231755
Min length	7

SHOT_DISTANCE
Real number (ℝ_≥0)

ZEROS

Distinct count	90
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12.62536871067971
Minimum	0
Maximum	89
Zeros	256926
Zeros (%)	10.7%
Memory size	18.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	13
Q3	23
95-th percentile	26
Maximum	89
Range	89
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	10.12164103
Coefficient of variation (CV)	0.8016907281
Kurtosis	-0.6546963137
Mean	12.62536871
Median Absolute Deviation (MAD)	11
Skewness	0.2548096617
Sum	30316957
Variance	102.4476172

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	256926	10.7%
1	254879	10.6%
25	206992	8.6%
2	177854	7.4%
24	168681	7.0%
23	105814	4.4%
26	104642	4.4%
3	82392	3.4%
18	69928	2.9%
17	67723	2.8%
Other values (80)	905442	37.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	256926	10.7%
1	254879	10.6%
2	177854	7.4%
3	82392	3.4%
4	61462	2.6%

Value	Count	Frequency (%)
89	2	< 0.1%
88	1	< 0.1%
87	2	< 0.1%
86	10	< 0.1%
85	12	< 0.1%

LOC_X
Real number (ℝ)

ZEROS

Distinct count	501
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.6563252075045195
Minimum	-250
Maximum	250
Zeros	153237
Zeros (%)	6.4%
Memory size	18.3 MiB

Quantile statistics

Minimum	-250
5-th percentile	-207
Q1	-52
median	0
Q3	50
95-th percentile	201
Maximum	250
Range	500
Interquartile range (IQR)	102

Descriptive statistics

Standard deviation	109.6600497
Coefficient of variation (CV)	-167.0818802
Kurtosis	-0.06020020608
Mean	-0.6563252075
Median Absolute Deviation (MAD)	51
Skewness	-0.03041592098
Sum	-1576016
Variance	12025.3265

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	153237	6.4%
2	34884	1.5%
-2	34621	1.4%
1	34083	1.4%
9	32189	1.3%
6	31420	1.3%
4	29180	1.2%
-4	26829	1.1%
-5	24892	1.0%
-7	23021	1.0%
Other values (491)	1976917	82.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-250	179	< 0.1%
-249	7	< 0.1%
-248	319	< 0.1%
-247	27	< 0.1%
-246	559	< 0.1%

Value	Count	Frequency (%)
250	104	< 0.1%
249	8	< 0.1%
248	192	< 0.1%
247	235	< 0.1%
246	224	< 0.1%

LOC_Y
Real number (ℝ)

ZEROS

Distinct count	894
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	85.07121805808836
Minimum	-52
Maximum	884
Zeros	109140
Zeros (%)	4.5%
Memory size	18.3 MiB

Quantile statistics

Minimum	-52
5-th percentile	-3
Q1	9
median	45
Q3	160
95-th percentile	247
Maximum	884
Range	936
Interquartile range (IQR)	151

Descriptive statistics

Standard deviation	90.44396919
Coefficient of variation (CV)	1.063155921
Kurtosis	0.9365197495
Mean	85.07121806
Median Absolute Deviation (MAD)	45
Skewness	0.9712933698
Sum	204279219
Variance	8180.111564

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	109140	4.5%
1	68248	2.8%
11	57571	2.4%
7	55107	2.3%
6	44504	1.9%
3	44320	1.8%
4	40739	1.7%
9	33746	1.4%
15	32752	1.4%
-6	31933	1.3%
Other values (884)	1883213	78.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-52	1	< 0.1%
-51	24	< 0.1%
-49	19	< 0.1%
-48	1	< 0.1%
-47	19	< 0.1%

Value	Count	Frequency (%)
884	1	< 0.1%
877	1	< 0.1%
867	1	< 0.1%
865	1	< 0.1%
863	1	< 0.1%

SHOT_ATTEMPTED_FLAG
Boolean

CONSTANT
REJECTED

Distinct count	1
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.3 MiB

1	2401273

Frequency Table

Value	Count	Frequency (%)
1	2401273	100.0%

SHOT_MADE_FLAG
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.3 MiB

0	1304339
1	1096934

Frequency Table

Value	Count	Frequency (%)
0	1304339	54.3%
1	1096934	45.7%

GAME_DATE
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	1885
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20152558.751388952
Minimum	20091027
Maximum	20210516
Zeros	0
Zeros (%)	0.0%
Memory size	18.3 MiB

Quantile statistics

Minimum	20091027
5-th percentile	20100205
Q1	20121201
median	20151117
Q3	20180411
95-th percentile	20210215
Maximum	20210516
Range	119489
Interquartile range (IQR)	59210

Descriptive statistics

Standard deviation	34406.02302
Coefficient of variation (CV)	0.00170727814
Kurtosis	-1.083732596
Mean	20152558.75
Median Absolute Deviation (MAD)	29907
Skewness	-0.01606109147
Sum	4.839179521e+13
Variance	1183774420

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
20210516	2702	0.1%
20140416	2574	0.1%
20161125	2566	0.1%
20190407	2563	0.1%
20130417	2535	0.1%
20200120	2532	0.1%
20181123	2509	0.1%
20110413	2492	0.1%
20191127	2487	0.1%
20191228	2484	0.1%
Other values (1875)	2375829	98.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20091027	632	< 0.1%
20091028	1936	0.1%
20091029	304	< 0.1%
20091030	2108	0.1%
20091031	1081	< 0.1%

Value	Count	Frequency (%)
20210516	2702	0.1%
20210515	1104	< 0.1%
20210514	1415	0.1%
20210513	1591	0.1%
20210512	1083	< 0.1%

HTM
Categorical

Distinct count	32
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.3 MiB

GSW	81644
PHX	81616
HOU	81536
LAL	81386
DEN	81277
Other values (27)	1993814

Common Values
Length

Value	Count	Frequency (%)
GSW	81644	3.4%
PHX	81616	3.4%
HOU	81536	3.4%
LAL	81386	3.4%
DEN	81277	3.4%
POR	80877	3.4%
OKC	80805	3.4%
SAC	80742	3.4%
WAS	80492	3.4%
IND	80398	3.3%
Other values (22)	1590500	66.2%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

VTM
Categorical

Distinct count	32
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.3 MiB

LAL	81594
GSW	81500
DEN	81209
OKC	81119
SAC	81093
Other values (27)	1994758

Common Values
Length

Value	Count	Frequency (%)
LAL	81594	3.4%
GSW	81500	3.4%
DEN	81209	3.4%
OKC	81119	3.4%
SAC	81093	3.4%
POR	81061	3.4%
PHX	80960	3.4%
MIL	80882	3.4%
MIN	80868	3.4%
HOU	80845	3.4%
Other values (22)	1590142	66.2%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

SEASON_ID
Categorical

Distinct count	12
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.3 MiB

2018-19	219458
2017-18	211707
2016-17	209929
2015-16	207893
2014-15	205550
Other values (7)	1346736

Common Values
Length

Value	Count	Frequency (%)
2018-19	219458	9.1%
2017-18	211707	8.8%
2016-17	209929	8.7%
2015-16	207893	8.7%
2014-15	205550	8.6%
2013-14	204126	8.5%
2012-13	201579	8.4%
2009-10	200966	8.4%
2010-11	199761	8.3%
2020-21	190983	8.0%
Other values (2)	349321	14.5%

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	GRID_TYPE	GAME_ID	GAME_EVENT_ID	PLAYER_ID	PLAYER_NAME	TEAM_ID	TEAM_NAME	PERIOD	MINUTES_REMAINING	SECONDS_REMAINING	EVENT_TYPE	ACTION_TYPE	SHOT_TYPE	SHOT_ZONE_BASIC	SHOT_ZONE_AREA	SHOT_ZONE_RANGE	SHOT_DISTANCE	LOC_X	LOC_Y	SHOT_ATTEMPTED_FLAG	SHOT_MADE_FLAG	GAME_DATE	HTM	VTM	SEASON_ID
0	0	Shot Chart Detail	22000012	27	203932	Aaron Gordon	1610612753	Orlando Magic	1	9	56	Missed Shot	Jump Shot	3PT Field Goal	Above the Break 3	Left Side Center(LC)	24+ ft.	24	-146	199	1	0	20201223	ORL	MIA	2020-21
1	1	Shot Chart Detail	22000012	40	203932	Aaron Gordon	1610612753	Orlando Magic	1	8	55	Made Shot	Running Dunk Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	0	-4	5	1	1	20201223	ORL	MIA	2020-21
2	2	Shot Chart Detail	22000012	60	203932	Aaron Gordon	1610612753	Orlando Magic	1	7	10	Missed Shot	Step Back Jump shot	3PT Field Goal	Above the Break 3	Left Side Center(LC)	24+ ft.	25	-154	198	1	0	20201223	ORL	MIA	2020-21
3	3	Shot Chart Detail	22000012	64	203932	Aaron Gordon	1610612753	Orlando Magic	1	6	34	Made Shot	Dunk Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	0	-4	-4	1	1	20201223	ORL	MIA	2020-21
4	4	Shot Chart Detail	22000012	75	203932	Aaron Gordon	1610612753	Orlando Magic	1	5	36	Made Shot	Tip Layup Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	0	0	0	1	1	20201223	ORL	MIA	2020-21
5	5	Shot Chart Detail	22000012	183	203932	Aaron Gordon	1610612753	Orlando Magic	2	9	50	Missed Shot	Step Back Jump shot	3PT Field Goal	Above the Break 3	Left Side Center(LC)	24+ ft.	25	-187	171	1	0	20201223	ORL	MIA	2020-21
6	6	Shot Chart Detail	22000012	249	203932	Aaron Gordon	1610612753	Orlando Magic	2	5	51	Made Shot	Layup Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	2	-4	27	1	1	20201223	ORL	MIA	2020-21
7	7	Shot Chart Detail	22000012	515	203932	Aaron Gordon	1610612753	Orlando Magic	4	11	34	Made Shot	Jump Shot	3PT Field Goal	Right Corner 3	Right Side(R)	24+ ft.	23	230	41	1	1	20201223	ORL	MIA	2020-21
8	8	Shot Chart Detail	22000012	539	203932	Aaron Gordon	1610612753	Orlando Magic	4	9	41	Made Shot	Jump Shot	2PT Field Goal	Mid-Range	Right Side(R)	16-24 ft.	19	167	94	1	1	20201223	ORL	MIA	2020-21
9	9	Shot Chart Detail	22000012	557	203932	Aaron Gordon	1610612753	Orlando Magic	4	8	33	Made Shot	Running Alley Oop Dunk Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	2	6	26	1	1	20201223	ORL	MIA	2020-21

Last rows

	df_index	GRID_TYPE	GAME_ID	GAME_EVENT_ID	PLAYER_ID	PLAYER_NAME	TEAM_ID	TEAM_NAME	PERIOD	MINUTES_REMAINING	SECONDS_REMAINING	EVENT_TYPE	ACTION_TYPE	SHOT_TYPE	SHOT_ZONE_BASIC	SHOT_ZONE_AREA	SHOT_ZONE_RANGE	SHOT_DISTANCE	LOC_X	LOC_Y	SHOT_ATTEMPTED_FLAG	SHOT_MADE_FLAG	GAME_DATE	HTM	VTM	SEASON_ID
2401263	200956	Shot Chart Detail	20901195	413	980	Zydrunas Ilgauskas	1610612739	Cleveland Cavaliers	4	8	13	Missed Shot	Jump Shot	2PT Field Goal	Mid-Range	Left Side(L)	8-16 ft.	14	-144	14	1	0	20100411	CLE	ORL	2009-10
2401264	200957	Shot Chart Detail	20901195	438	980	Zydrunas Ilgauskas	1610612739	Cleveland Cavaliers	4	5	45	Missed Shot	Layup Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	0	1	7	1	0	20100411	CLE	ORL	2009-10
2401265	200958	Shot Chart Detail	20901195	439	980	Zydrunas Ilgauskas	1610612739	Cleveland Cavaliers	4	5	44	Made Shot	Tip Shot	2PT Field Goal	Restricted Area	Center(C)	Less Than 8 ft.	1	9	-5	1	1	20100411	CLE	ORL	2009-10
2401266	200959	Shot Chart Detail	20901195	442	980	Zydrunas Ilgauskas	1610612739	Cleveland Cavaliers	4	5	18	Missed Shot	Jump Shot	2PT Field Goal	Mid-Range	Left Side Center(LC)	16-24 ft.	17	-112	134	1	0	20100411	CLE	ORL	2009-10
2401267	200960	Shot Chart Detail	20901217	75	980	Zydrunas Ilgauskas	1610612739	Cleveland Cavaliers	1	2	40	Missed Shot	Jump Shot	2PT Field Goal	Mid-Range	Left Side Center(LC)	16-24 ft.	17	-130	110	1	0	20100414	ATL	CLE	2009-10
2401268	200961	Shot Chart Detail	20901217	112	980	Zydrunas Ilgauskas	1610612739	Cleveland Cavaliers	1	0	19	Made Shot	Turnaround Jump Shot	2PT Field Goal	In The Paint (Non-RA)	Center(C)	8-16 ft.	10	-7	108	1	1	20100414	ATL	CLE	2009-10
2401269	200962	Shot Chart Detail	20901217	160	980	Zydrunas Ilgauskas	1610612739	Cleveland Cavaliers	2	7	4	Missed Shot	Turnaround Jump Shot	2PT Field Goal	Mid-Range	Left Side(L)	8-16 ft.	14	-144	31	1	0	20100414	ATL	CLE	2009-10
2401270	200963	Shot Chart Detail	20901217	196	980	Zydrunas Ilgauskas	1610612739	Cleveland Cavaliers	2	4	54	Missed Shot	Jump Shot	2PT Field Goal	Mid-Range	Center(C)	16-24 ft.	17	47	170	1	0	20100414	ATL	CLE	2009-10
2401271	200964	Shot Chart Detail	20901217	396	980	Zydrunas Ilgauskas	1610612739	Cleveland Cavaliers	4	11	39	Missed Shot	Hook Shot	2PT Field Goal	In The Paint (Non-RA)	Center(C)	8-16 ft.	10	7	105	1	0	20100414	ATL	CLE	2009-10
2401272	200965	Shot Chart Detail	20901217	449	980	Zydrunas Ilgauskas	1610612739	Cleveland Cavaliers	4	7	24	Made Shot	Jump Shot	2PT Field Goal	Mid-Range	Right Side Center(RC)	16-24 ft.	17	100	142	1	1	20100414	ATL	CLE	2009-10

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows